{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sqlalchemy\n",
    "import pandas as pd\n",
    "import datetime\n",
    "import random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sqlalchemy import create_engine\n",
    "conn = create_engine('mysql+pymysql://root:123456@localhost:3306/recommend2?charset=utf8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "current_day = '2020-07-01'\n",
    "last_day = '2020-06-29'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cutomer_id</th>\n",
       "      <th>tel</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>539</td>\n",
       "      <td>6f7602c534ce83d367b3c53a4f36c0b7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>540</td>\n",
       "      <td>d750c7b30e85efceb15f9838548fc085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>541</td>\n",
       "      <td>4fcd26ac2390e3f54d1a72b87ba4c77c</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>542</td>\n",
       "      <td>7c134ea8df6ab6e78143eba0a3445e6e</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>543</td>\n",
       "      <td>0c883e4a18c193c84e9c4785adb4d847</td>\n",
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      ],
      "text/plain": [
       "   cutomer_id                               tel\n",
       "0         539  6f7602c534ce83d367b3c53a4f36c0b7\n",
       "1         540  d750c7b30e85efceb15f9838548fc085\n",
       "2         541  4fcd26ac2390e3f54d1a72b87ba4c77c\n",
       "3         542  7c134ea8df6ab6e78143eba0a3445e6e\n",
       "4         543  0c883e4a18c193c84e9c4785adb4d847"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sql1 = 'select id as cutomer_id, tel from customer where id not in (select customer_id from mission group by customer_id);'\n",
    "\n",
    "df_customer = pd.read_sql(\n",
    "    sql1,conn\n",
    ")\n",
    "\n",
    "df_customer.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[2,\n",
       " 30,\n",
       " 14,\n",
       " 23,\n",
       " 16,\n",
       " 3,\n",
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       " 28,\n",
       " 22,\n",
       " 29,\n",
       " 8,\n",
       " 19,\n",
       " 26,\n",
       " 21,\n",
       " 24,\n",
       " 27,\n",
       " 11,\n",
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       " 13,\n",
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       " 17,\n",
       " 20,\n",
       " 1,\n",
       " 5,\n",
       " 7,\n",
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       " 9]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sql2 = 'select id from salesstaff'\n",
    "\n",
    "df_salesstaff = pd.read_sql(\n",
    "    sql2,conn\n",
    ")\n",
    "\n",
    "salesstaff_ids = df_salesstaff['id'].unique().tolist()\n",
    "\n",
    "salesstaff_ids"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'cutomer_id': {0: 539, 1: 540, 2: 541, 3: 542, 4: 543, 5: 544, 6: 545, 7: 546, 8: 547, 9: 548, 10: 549, 11: 550, 12: 551, 13: 552, 14: 553, 15: 554, 16: 555, 17: 556, 18: 557, 19: 558, 20: 559, 21: 560, 22: 561, 23: 562, 24: 563, 25: 564, 26: 565, 27: 566, 28: 567, 29: 568, 30: 569, 31: 570, 32: 571, 33: 572, 34: 573, 35: 574, 36: 575, 37: 576, 38: 577, 39: 578, 40: 579, 41: 580, 42: 581, 43: 582, 44: 583, 45: 584, 46: 585, 47: 586, 48: 587, 49: 588, 50: 589, 51: 590, 52: 591, 53: 592, 54: 593, 55: 594, 56: 595, 57: 596, 58: 597, 59: 598, 60: 599, 61: 600, 62: 601, 63: 602, 64: 603, 65: 604, 66: 605, 67: 606, 68: 607, 69: 608, 70: 609, 71: 610, 72: 611, 73: 612, 74: 613, 75: 614, 76: 615, 77: 616, 78: 617, 79: 618, 80: 619, 81: 620, 82: 621, 83: 622, 84: 623, 85: 624, 86: 625, 87: 626, 88: 627, 89: 628, 90: 629, 91: 630, 92: 631, 93: 632, 94: 633, 95: 634, 96: 635, 97: 636, 98: 637, 99: 638, 100: 639, 101: 640, 102: 641, 103: 642, 104: 643, 105: 644, 106: 645, 107: 646, 108: 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'84f52d0ae54687a3627ba7fbc1637273', 7344: 'd834819bfc6b19f3d6a1b600f9c84cc8', 7345: 'b0dda287237ab6273cd3e4bc071aa347', 7346: 'bc56e3d6adcaf80e14e6850d2f671f3f', 7347: 'a2dadf5e2ced3077a8badfe7e5c92bee', 7348: '0b6fa0f3b391678a4a38b6edd518d221', 7349: '96749878fe36b63985a7733aba62a2b8', 7350: '6ccbb3ae1b965bb6cb077ea360233653', 7351: '4478231a468a012734260d72e3bdb131', 7352: '1a16e0f071a1456cc9fe29178fd74e87', 7353: 'fbc5bc2c1c3c72cf4b9168aca2e1e882', 7354: '185de4da05749881df208b32d9a8ab1f', 7355: 'c92c90a0bc7aedf3f095622781544b1c', 7356: 'e94e785189c71476fab3bff96d5f6838', 7357: '31a1e45e29f80953aa23a3931367f307', 7358: '73e29a6d697dce6d76b04cf199f6f03c', 7359: '0dd88d91db2f5ef0b10b35612f76b6a3', 7360: '451404c356c06219e067a7cd2c943595', 7361: '436277c4b5fc4dd6466262fbb5df83ec', 7362: '8bd0077276842764cd6a7bf7efdcf8e6', 7363: '284617361af07e65aac9f5b33467550d', 7364: '69ebed5034063c3b5887779cabdeff50', 7365: '1a6e021c25fd88d12966b140c6654df3', 7366: '661b7c29521fae2e9c22734b0a359188', 7367: '8601abd3b3a65f11b1d72c50a3700a15', 7368: 'add8999ac386f36b65d3c9d46a5fa539', 7369: '9a5031fd852926486306ff7f63255fea', 7370: '3b4dc82cdc5d491e7d47978cf03216a1', 7371: '9ae266d129f8b579639fc422dfc4911f', 7372: '5c30808d517b0fc1c4ce52f2a8f4e214', 7373: 'fb604048225935615d0662792933b5af', 7374: 'ecf585151416633325b812ef260a785c', 7375: '3dd14c3b058a4a83334aca4243d6f9b9', 7376: 'fa3ba313f20539f06cb18a27e07ca172', 7377: '4421fe4f46c23709347f81765bdbea29', 7378: 'fa8c79405d10171986bffbf483ae18a6', 7379: '34f2a0ea9391a545df367ee2fcc3d764', 7380: 'a042dea0693fa2afdb989aa26991dae8', 7381: '2c8917e28d581a4a6d0fd550b54bb5e7', 7382: '91b2c3250c0eaa1fc2006e293056f1f4', 7383: 'af112ba9ca8fc459079a9bbbc41b0da1', 7384: '7832cde11a2c90dfe4502903eda9ab09', 7385: 'f5f4125dd86180ec6620535381bdfeb3', 7386: '29d0053d2ecd6b36103d7c8298b3e096', 7387: '7a587e993d97ff97627b06260426c4bc', 7388: '335406c8eff0a8b9b1570467abcaa3ab', 7389: '90d471f796fb4c02d627e7b103d14006', 7390: '47f9f1fd5048d544d9634127810afff0', 7391: '2e175b3588caa710640af1b68b601d15', 7392: '8deac271e72d312ce58d37f907c49297', 7393: 'acd169fd78916c49d2101f289093ce5b', 7394: 'bb54d3ea4a655d82fb898c7d7ddfc8e5', 7395: '5648e6cdcef21acd47b70a4275bc0e4b', 7396: '5f54af955bf0402f5d372e624937c0d5', 7397: 'fe4035d5ae290a6bd304a98088a85828', 7398: '4f2c6f554dafc4ad0d491dbd1767fbb8', 7399: '0f270262d4bf82ca1bbd0783764cce7e', 7400: 'e52a5eb81ccf4f3a755ce268321fbe4b', 7401: '6688b336b7952a3426035eafe3f6588e', 7402: 'ff5faacf8f22eb5d2dd0c8044aabd1bd', 7403: '5a5c52e43a2de96c3b5a483c4863f4a2', 7404: 'ea5a184f7a788d5f28c82140769a70b1', 7405: '6e56475d200abad88b416fa69e6fd3b7', 7406: 'b5178353d4e362298e3ce9cf9af5c428', 7407: 'aed5e5e3ee3de7f337a8dd01287ce62a', 7408: '05733ac35b36d36bf1b7b0c2be6d13d8', 7409: '5145a8b8555bd62cf5d4e7d88f585768', 7410: '916ce0ccde094c1722f9eef4246f829e', 7411: 'c44a21c349989ef8bf0feb9e3dcc41d3', 7412: '6be8dd6b256d294d3417f676e4eec358', 7413: 'efd6c24df0cf72e381c365093cd14ee5', 7414: '1f18aa432f22e440baa722e9df6208cd', 7415: 'ac7fd484e89cd3eb853c4baabc183132', 7416: 'f7c4b2785b5a721fc71e925ee3284112', 7417: '317ac14383a34c2331e6ba63a4ad9b17', 7418: '36f8130050b8e7af4358f0307dda72df', 7419: '197cf18669536dfa3027db089e80a850', 7420: '00df76a4d5ff62272ca2ecd8d72639e4', 7421: 'c8b77735f162e8623b21c62c88c2383d', 7422: '8115155a452d45ee10d31912634dbdb6', 7423: '38e2762cd6847d92ab6746dde01159be', 7424: '55801f94e9c425b4b43de6cc75d33517', 7425: '5bdcfff01326927c31e0b81da3eadf10', 7426: '9889511219367474809a2dd9e2746d80', 7427: 'd74d198ed8690336ffdd4030e6f7ff74', 7428: 'b5ef796da31b56b7a377f637716b1c3a', 7429: 'e7985f95c36e1525b819009029b3481a', 7430: '4f0949c4356473ee91fd0a181481e269', 7431: '457c361a7c422db7905f138dc7ae347a', 7432: 'b946958aa90933f1257a7ff62e7abfcb', 7433: 'b2919b86d7e46ad09129cf495d936fac', 7434: 'ee36cf80c0ecee6768011450d85a34ef', 7435: '66ee72adf9dfd58ec17130fac9b35004', 7436: '41005266d03c53f3afff97fe0a189338', 7437: 'fee8b06202680b75021452b8a5d1ca53', 7438: 'bcbda2c408d14f996c2a85a61942ba34', 7439: '206d76caaaa6ff5c0eae993a530574d3', 7440: 'b95fb805df71e8706d2dd380dab2d7e3', 7441: 'e63a69a4c07051e6b0bf985d89baa02d', 7442: '10033751bde19b13bd5c5cbc60708fed', 7443: '5dc6da23004c6661f302f110e115a26e', 7444: '174a568822b1bb59295f9860dd28a486', 7445: 'ebe8d1142706cbda9d00b0fec8c08d8c', 7446: '243630ea0c9fcbe003849f57bba52283', 7447: 'a53d5228dee3cdd5fd737f4b3475dcba', 7448: '59baa355643234a282270cfb3721f882', 7449: '38defe8d6dc0301d670d4cd3b074258d', 7450: '6920af3e9b3a35724f32f851c70ac527', 7451: '2ecd1417859fa55a292030071321ada4', 7452: '067de874c69a7d472e763415d2f81469', 7453: '581bd06c10924539089405f8ecb4a02b', 7454: '11441359807954b84ef6dac60e546a94', 7455: '3b847bc3c35dd5aa4c92926cd15e1898', 7456: 'c94c57e776b50f2ea1f85527fe6094dc', 7457: '7b07c1fcaaf4ef5e1620d3cd2a678bf6', 7458: '17bf26a8b7cb4c004ffd7f4da75928ec', 7459: 'd8ccaa0a3ce4a7944f1f2a40486882b5', 7460: 'f4259d8f27885c5aabc21070b3b10d87', 7461: '4bbb695f39cdec832445665b1404ef3a', 7462: '4aeaf9049725494a023a20f51441e75c', 7463: 'd31abd267ce508200d801f3419a4c2e4', 7464: 'c3d25f7ea8b8e20656579c32514b1583', 7465: 'cfd1d1794b2e6b699ff69a04116291ae', 7466: '23d50d22661a3e18740130205924d081', 7467: 'd37ccae00ba0b1d50b7df91f6fd5cd8e', 7468: '65f3b21bc4aaa199b897ccd2e5528f84', 7469: '91cae6dc107187fd9035198b750d76dc', 7470: 'ae2307bdf1eafa163eb302a11ebaf2ef', 7471: 'b3a90e68064985ff0b8faf88a45bde95', 7472: 'c9c5e915b08fe26f7b37669072efa75c', 7473: '01e1de6db3ffd604594aa4b504c0cb50', 7474: '82b6df0ea6f74e302619627dcb881d1b', 7475: '40c92ad8033c7e224e21723e175d4b2b', 7476: '76405890c1f44d2f56deb39e2cf1a484', 7477: '970a254dae5b98d8d453b6f771da4e7f', 7478: '0255a6470476b009761412a999b34d71', 7479: 'b3ed67ba062a2be3d5fb2b857e3c46dd', 7480: '101b2fc41909a195404df3c6b746a884', 7481: '3e9c7fa7eb6a088f4a9390794cd63ca3', 7482: 'c1a828ace2a49905ac7163b676ce5cc1', 7483: 'f63a78a56597b475428b87a33e655255', 7484: '00dfd985a3aa5eef4c2922d12cc3c969', 7485: 'ac5e75e270335c5ae3ac1c372b497c99', 7486: '5fc6d4a614d4fcad9cb98b92ef29c153', 7487: 'e146f139f7112a6fb8efababe6ffe245', 7488: 'ed9ab19707c40d269b532dfca340bfbe', 7489: '0b195aed105c67d1c1fff0890a2c4176', 7490: 'c51399388ce35ff0fed80407bbeb9980', 7491: '2230dacc596861cce3780696d838bebe', 7492: '005ba5199b1e1339ce45d5eb3c757424', 7493: '9b6c313c591224a244768e3fe4813267', 7494: '86293adc4aee5d31711f27a2f1f93574', 7495: 'a65aefdaeefec36a1050388ca7898d71', 7496: 'a431c672c62d3e3abbf0d438a1854129', 7497: 'd7d2f00bd2102105085a36dd3383e7e0', 7498: '3847ac14c994d8f3d3c00d7ef22bcc62', 7499: 'b6323123ae73a9ada0fd62f7d72dba01'}}\n"
     ]
    },
    {
     "ename": "KeyError",
     "evalue": "'customer_id'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-34-e04294acd0d2>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     25\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mdatas\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     26\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 27\u001b[0;31m \u001b[0mdatas1\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_mission_data1\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     28\u001b[0m \u001b[0mdatas1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m<ipython-input-34-e04294acd0d2>\u001b[0m in \u001b[0;36mget_mission_data1\u001b[0;34m()\u001b[0m\n\u001b[1;32m     12\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindex\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0;36m25\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0;36m25\u001b[0m \u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     13\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 14\u001b[0;31m             \u001b[0mthis_customer_id\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf_customer_dict\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'customer_id'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     15\u001b[0m             \u001b[0mthis_tel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf_customer_dict\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'tel'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     16\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyError\u001b[0m: 'customer_id'"
     ]
    }
   ],
   "source": [
    "def get_mission_data1():\n",
    "    \n",
    "    datas = []\n",
    "    df_customer_dict = df_customer.to_dict()\n",
    "    \n",
    "    for index,salesstaff_id in enumerate(salesstaff_ids):\n",
    "        \n",
    "        for i in range(index * 25,(index+1) * 25 ):\n",
    "            \n",
    "            this_customer_id = df_customer_dict['customer_id'][i]\n",
    "            this_tel = df_customer_dict['tel'][i]\n",
    "            \n",
    "            datas.append(\n",
    "                {\n",
    "                    'salesstaf_id':salesstaff_id,\n",
    "                    'customer_id':this_customer_id,\n",
    "                    'tel':this_tel,\n",
    "                }\n",
    "            )\n",
    "            \n",
    "    return datas\n",
    "    \n",
    "datas1 = get_mission_data1()\n",
    "datas1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>customer_id</th>\n",
       "      <th>tel</th>\n",
       "      <th>salesstaff_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>12231</td>\n",
       "      <td>17810ad73067e8706f5b67f2ec8834fa</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>12231</td>\n",
       "      <td>17810ad73067e8706f5b67f2ec8834fa</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>12231</td>\n",
       "      <td>17810ad73067e8706f5b67f2ec8834fa</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>29892</td>\n",
       "      <td>478d1ac970fbdbeaa1eb57d419c35e72</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>17229</td>\n",
       "      <td>486ea018b00323972c871097b9736a26</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   customer_id                               tel  salesstaff_id\n",
       "0        12231  17810ad73067e8706f5b67f2ec8834fa              4\n",
       "1        12231  17810ad73067e8706f5b67f2ec8834fa              8\n",
       "2        12231  17810ad73067e8706f5b67f2ec8834fa             26\n",
       "3        29892  478d1ac970fbdbeaa1eb57d419c35e72              8\n",
       "4        17229  486ea018b00323972c871097b9736a26              8"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sql3 = 'select mission.customer_id as customer_id,c.tel as tel,mission.salesstaff_id as salesstaff_id from mission inner join customer c on mission.customer_id = c.id where customer_id in ( select customer_id from mission where createDate = \"2020-06-29\" and status_id = 1);'\n",
    "\n",
    "df_last_mission = pd.read_sql(\n",
    "    sql3,conn\n",
    ")\n",
    "df_last_mission.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'salesstaf_id': 19,\n",
       "  'customer_id': 487,\n",
       "  'tel': 'a12ddddece31a06b674e41d00c120a35'},\n",
       " {'salesstaf_id': 27,\n",
       "  'customer_id': 517,\n",
       "  'tel': 'ec4424adedf2ec7fc48c3bfeed54ef25'},\n",
       " {'salesstaf_id': 15,\n",
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       "  'tel': '6f6dd932528b0a398ddf17dcbd465303'},\n",
       " {'salesstaf_id': 24,\n",
       "  'customer_id': 24822,\n",
       "  'tel': '79c53a15aa52b0a3c5f78b71c24956b7'},\n",
       " {'salesstaf_id': 8,\n",
       "  'customer_id': 24829,\n",
       "  'tel': '5e141d52f3637f311e1d2388bfe05f29'},\n",
       " {'salesstaf_id': 6,\n",
       "  'customer_id': 25521,\n",
       "  'tel': '6e72833bf3bc10b27fced307d990a2fa'},\n",
       " {'salesstaf_id': 9,\n",
       "  'customer_id': 25526,\n",
       "  'tel': 'f140dfd41b0edff6bdbb701009b53d46'},\n",
       " {'salesstaf_id': 4,\n",
       "  'customer_id': 25546,\n",
       "  'tel': 'd259354be5ed9d447c18d004cfa70b35'},\n",
       " {'salesstaf_id': 26,\n",
       "  'customer_id': 25547,\n",
       "  'tel': 'cf675b9923ef2197b852f5e7e9ce9244'},\n",
       " {'salesstaf_id': 1,\n",
       "  'customer_id': 25549,\n",
       "  'tel': '5a3138ef257e04d273e61d12350ab2e6'},\n",
       " {'salesstaf_id': 3,\n",
       "  'customer_id': 25556,\n",
       "  'tel': 'a6d3f11a703ae0e434fb5385ac8c2031'},\n",
       " {'salesstaf_id': 12,\n",
       "  'customer_id': 25559,\n",
       "  'tel': 'd107d2470ba72a473c41c703ee612346'},\n",
       " {'salesstaf_id': 18,\n",
       "  'customer_id': 25962,\n",
       "  'tel': '36ab9a4059484cbdbc1acfac506ac1a7'},\n",
       " {'salesstaf_id': 6,\n",
       "  'customer_id': 25964,\n",
       "  'tel': '6cfda4095d297ef4c224948baff71486'},\n",
       " {'salesstaf_id': 15,\n",
       "  'customer_id': 26365,\n",
       "  'tel': 'fdace0a5eb0ffc216ba30e413b39a3ea'},\n",
       " {'salesstaf_id': 19,\n",
       "  'customer_id': 26367,\n",
       "  'tel': '6eab019c1a4e8fb5de29c66d0d650699'},\n",
       " {'salesstaf_id': 11,\n",
       "  'customer_id': 26369,\n",
       "  'tel': '045a631f3a3864fa229ff75e7265dbbc'},\n",
       " {'salesstaf_id': 24,\n",
       "  'customer_id': 27061,\n",
       "  'tel': 'fd9b27f03f6cb940ccf29efaf55cd88a'},\n",
       " {'salesstaf_id': 27,\n",
       "  'customer_id': 27065,\n",
       "  'tel': '54827e84787649adb331fff3dc6b7a8f'},\n",
       " {'salesstaf_id': 21,\n",
       "  'customer_id': 27068,\n",
       "  'tel': '9540cb84de89b6b1acf5fd9ea70124ae'},\n",
       " {'salesstaf_id': 7,\n",
       "  'customer_id': 27076,\n",
       "  'tel': '8f6ca20b9a54eae0a13a2b1d769019d2'},\n",
       " {'salesstaf_id': 8,\n",
       "  'customer_id': 27111,\n",
       "  'tel': '7e28532d91d2f954223bf4704984c9d1'},\n",
       " {'salesstaf_id': 9,\n",
       "  'customer_id': 27117,\n",
       "  'tel': 'e55059524b50d5389fc9d3a3b5993da1'},\n",
       " {'salesstaf_id': 10,\n",
       "  'customer_id': 27121,\n",
       "  'tel': 'd5bf4184fa12e73527e0b9c151ad2bc9'},\n",
       " {'salesstaf_id': 13,\n",
       "  'customer_id': 27523,\n",
       "  'tel': '46c9e56a065055b93d19a053a85d6944'},\n",
       " {'salesstaf_id': 5,\n",
       "  'customer_id': 27537,\n",
       "  'tel': '77cdcbbb9f2e62218f4f1fb62ac3084c'},\n",
       " {'salesstaf_id': 25,\n",
       "  'customer_id': 27837,\n",
       "  'tel': '08477e5c9b54c088c9f8c99e5698ca59'},\n",
       " {'salesstaf_id': 29,\n",
       "  'customer_id': 27843,\n",
       "  'tel': 'e91903511446a4a29f5745e41cea2aba'},\n",
       " {'salesstaf_id': 23,\n",
       "  'customer_id': 27844,\n",
       "  'tel': '7076d242d88453e918e6aaa653b43b1e'},\n",
       " {'salesstaf_id': 30,\n",
       "  'customer_id': 28140,\n",
       "  'tel': '9e89a0b8be0dd89c2ea9c608d13ee53f'},\n",
       " {'salesstaf_id': 17,\n",
       "  'customer_id': 28151,\n",
       "  'tel': '4efd1368dad680868a5595003d7d9acc'},\n",
       " {'salesstaf_id': 2,\n",
       "  'customer_id': 28152,\n",
       "  'tel': '380504f27f85acb743e21ed4c9e57d60'},\n",
       " {'salesstaf_id': 22,\n",
       "  'customer_id': 28442,\n",
       "  'tel': '8568a35d3db80be71df99645df0dc8e1'},\n",
       " {'salesstaf_id': 28,\n",
       "  'customer_id': 28457,\n",
       "  'tel': '11d8da1100332658a9a23bca78e83316'},\n",
       " {'salesstaf_id': 20,\n",
       "  'customer_id': 28458,\n",
       "  'tel': '9eaeccbb982e9aa87f2f8b4625512bc3'},\n",
       " {'salesstaf_id': 16,\n",
       "  'customer_id': 28798,\n",
       "  'tel': '430cb654704188f461a3718d2fb24df6'},\n",
       " {'salesstaf_id': 14,\n",
       "  'customer_id': 28814,\n",
       "  'tel': '0beba6b422bfd0edd4d371fbfabdef8e'},\n",
       " {'salesstaf_id': 4,\n",
       "  'customer_id': 28819,\n",
       "  'tel': '03b0166e7159574a8f9429a6260f9e47'},\n",
       " {'salesstaf_id': 4,\n",
       "  'customer_id': 29132,\n",
       "  'tel': '71726ea77b1d4822b501a517527df26c'},\n",
       " {'salesstaf_id': 14,\n",
       "  'customer_id': 29133,\n",
       "  'tel': 'ad65fd417bdbf5994ea621067ace4a86'},\n",
       " {'salesstaf_id': 21,\n",
       "  'customer_id': 29134,\n",
       "  'tel': '418f87d7e75c6ad6e9df33b7eea326ba'},\n",
       " {'salesstaf_id': 30,\n",
       "  'customer_id': 29135,\n",
       "  'tel': '23e93426d7379ad339b59e4f41909aee'},\n",
       " {'salesstaf_id': 9,\n",
       "  'customer_id': 29136,\n",
       "  'tel': '65d7957b1e21842f957fbaffe4f49543'},\n",
       " {'salesstaf_id': 29,\n",
       "  'customer_id': 29464,\n",
       "  'tel': '25f890253794de931f2ada10cfb7e173'},\n",
       " {'salesstaf_id': 23,\n",
       "  'customer_id': 29466,\n",
       "  'tel': '86895c654423d93e60c5978742d7d0ad'},\n",
       " {'salesstaf_id': 11,\n",
       "  'customer_id': 29484,\n",
       "  'tel': 'cb3d817e78aa17b0b266770c791d6bbf'},\n",
       " {'salesstaf_id': 17,\n",
       "  'customer_id': 29486,\n",
       "  'tel': '6a9d1af4d87988282649f45c15b92fd2'},\n",
       " {'salesstaf_id': 24,\n",
       "  'customer_id': 29488,\n",
       "  'tel': '1a904c4d733b49cd2f4770eac2f47ed8'},\n",
       " {'salesstaf_id': 5,\n",
       "  'customer_id': 29887,\n",
       "  'tel': 'cde8850fc2a26e6ba63dde618d7afc17'},\n",
       " {'salesstaf_id': 8,\n",
       "  'customer_id': 29889,\n",
       "  'tel': '8fe152dc38c99250600ac50873fc0298'},\n",
       " {'salesstaf_id': 22,\n",
       "  'customer_id': 29892,\n",
       "  'tel': '478d1ac970fbdbeaa1eb57d419c35e72'},\n",
       " {'salesstaf_id': 12,\n",
       "  'customer_id': 29896,\n",
       "  'tel': '4f70d113b19f59016c87ecdcb8c2f9d2'},\n",
       " {'salesstaf_id': 20,\n",
       "  'customer_id': 29897,\n",
       "  'tel': '4550dcb5340befa3344c05bf67bc627f'}]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def get_mission_data2():\n",
    "    datas = []\n",
    "    cache_salesstaff_ids = set(salesstaff_ids)\n",
    "    for customer_id,groupby_customerid in df_last_mission.groupby('customer_id'):\n",
    "        # 手机号\n",
    "        tel = groupby_customerid['tel'].iloc[0]\n",
    "        cache2_salesstaff_ids = list(\n",
    "            cache_salesstaff_ids - set(groupby_customerid['salesstaff_id'].values.tolist())\n",
    "        )\n",
    "        if not cache2_salesstaff_ids:\n",
    "            cache_salesstaff_ids = set(salesstaff_ids)\n",
    "            cache2_salesstaff_ids = list(\n",
    "            cache_salesstaff_ids - set(groupby_customerid['salesstaff_id'].values.tolist())\n",
    "            )\n",
    "        \n",
    "        # 销售id    \n",
    "        choice_salesstaff_id = random.choice(\n",
    "            cache2_salesstaff_ids\n",
    "        )\n",
    "        cache_salesstaff_ids = cache_salesstaff_ids - set([choice_salesstaff_id,])\n",
    "        datas.append(\n",
    "                {\n",
    "                    'salesstaf_id':choice_salesstaff_id,\n",
    "                    'customer_id':customer_id,\n",
    "                    'tel':tel,\n",
    "                }\n",
    "        )\n",
    "    return datas\n",
    "\n",
    "datas2 = get_mission_data2()\n",
    "datas2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'datas1' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-29-c4cab1c38e02>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdatas_total\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdatas1\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mdatas2\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m: name 'datas1' is not defined"
     ]
    }
   ],
   "source": [
    "datas_total = datas1 + datas2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'datas_total' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-35-cb5098d32304>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m df_new_mission = pd.DataFrame(\n\u001b[0;32m----> 2\u001b[0;31m     \u001b[0mdatas_total\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      3\u001b[0m )\n\u001b[1;32m      4\u001b[0m \u001b[0mdf_new_mission\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'datas_total' is not defined"
     ]
    }
   ],
   "source": [
    "df_new_mission = pd.DataFrame(\n",
    "    datas_total\n",
    ")\n",
    "df_new_mission"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_new_mission.to_sql(\n",
    "    '2020-07-01-mission',\n",
    "    conn,\n",
    "    index=False\n",
    ")"
   ]
  }
 ],
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